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Published on: February 16, 2024
Forecast models to predict the demand for endoscopic procedures in a tertiary unit: a prospective validation
Maria Manuela Estevinho1, Rolando Pinho2, Ricardo Veloso3
1Gastroenterology, Centro Hospitalar Vila Nova de Gaia/Espinho, Portugal.
Accurate endoscopy demand forecasting is essential for resource planning. This study developed predictive models using historical data and exponential smoothing, addressing a gap in current endoscopy software.
Area of Science:
- Gastroenterology and Health Services Research
Background:
- Endoscopic procedure utilization has grown exponentially.
- Accurate demand prediction is vital for endoscopy unit capacity planning and resource allocation.
- Current endoscopy software lacks integrated predictive modeling capabilities.
Purpose of the Study:
- To develop and validate forecast models for predicting endoscopy demand.
- To address the limitation of absent predictive models in current endoscopy software.
- To improve resource allocation and capacity planning in endoscopic units.
Main Methods:
- Utilized historical endoscopy demand data from a tertiary unit spanning 2015-2021 (83 months).
- Developed forecast models employing exponential smoothing techniques.
- Adjusted models for trend and seasonality components.
Main Results:
- Successfully developed predictive models for endoscopy demand forecasting.
- Demonstrated the feasibility of applying exponential smoothing for trend and seasonality.
- Models were derived from a substantial dataset covering 83 months.
Conclusions:
- Developed forecast models can aid in effective capacity planning for endoscopy units.
- The integration of predictive models can enhance resource allocation efficiency.
- This approach addresses a critical need for data-driven decision-making in endoscopy services.
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